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| ### Dataset | |
| # ESMFold & AlphaFold2: DeepLocBinary DeepLocMulti MetalIonBinding EC Thermostability | |
| # ESMFold: DeepSol DeepSoluE | |
| # No structure: FLIP_AAV FLIP_GB1 | |
| ### Protein Language Model (PLM) | |
| # facebook: esm2_t30_150M_UR50D esm2_t33_650M_UR50D esm2_t36_3B_UR50D | |
| # RostLab: prot_bert prot_bert_bfd prot_t5_xl_uniref50 prot_t5_xl_bfd ankh-base ankh-large | |
| # train with batch token | |
| dataset=DeepLocBinary | |
| pdb_type=AlphaFold2 | |
| plm_model=esm2_t30_150M_UR50D | |
| lr=5e-4 | |
| python src/train.py \ | |
| --plm_model facebook/$plm_model \ | |
| --dataset_config data/$dataset/"$dataset"_"$pdb_type"_HF.json \ | |
| --learning_rate $lr \ | |
| --gradient_accumulation_steps 8 \ | |
| --batch_token 12000 \ | |
| --output_dir debug/$dataset/$plm_model \ | |
| --output_model_name af2_lr"$lr"_bt12k_ga8.pt | |
| # train with batch_size | |
| dataset=DeepLocBinary | |
| pdb_type=AlphaFold2 | |
| plm_model=esm2_t30_150M_UR50D | |
| lr=5e-4 | |
| python src/train.py \ | |
| --plm_model facebook/$plm_model \ | |
| --dataset_config data/$dataset/"$dataset"_"$pdb_type"_HF.json \ | |
| --learning_rate $lr \ | |
| --gradient_accumulation_steps 8 \ | |
| --batch_size 12 \ | |
| --max_seq_len 1024 \ | |
| --output_dir debug/$dataset/$plm_model \ | |
| --output_model_name af2_lr"$lr"_bs12_ga8.pt |